{"id":"W2221370094","doi":"10.22329/celt.v1i0.3189","title":"20. Professionalism Marks vs. Participation Marks: Transforming the University Experience","year":2008,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Accountability; Component (thermodynamics); Class (philosophy); Element (criminal law); Psychology; Work (physics); Pedagogy; Punitive damages; Control (management); Mathematics education; Graduate students; Sociology; Public relations; Political science; Management; Engineering; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007370152,0.00007910652,0.00008246168,0.00005663054,0.007449328,0.0000553578,0.0001095009,0.0000601992,0.000265291],"category_scores_gemma":[0.0004663673,0.00006505259,0.00002868487,0.0001870691,0.0001476164,0.0002321541,0.00001945739,0.0006028713,0.000007949444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000975569,"about_ca_system_score_gemma":0.0001330294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006603859,"about_ca_topic_score_gemma":0.0001075689,"domain_scores_codex":[0.9980367,0.001209358,0.0001041068,0.0001750636,0.0002554194,0.0002193167],"domain_scores_gemma":[0.9992141,0.0005350748,0.00006984464,0.00006972421,0.00003969677,0.00007157934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002366555,0.0002690002,0.04877969,0.00001751803,0.00004929027,0.00002601689,0.8353019,0.0006804871,0.0002394089,0.05541983,0.01228886,0.04669133],"study_design_scores_gemma":[0.0003230911,0.00005470896,0.03359978,0.00006076119,0.00001326693,0.000003002364,0.06418905,0.0005635584,0.00001556706,0.00008721383,0.9009352,0.0001548167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8778551,0.0000709202,0.0005199393,0.004411116,0.000234121,0.0001874716,6.502281e-7,0.00009650629,0.1166242],"genre_scores_gemma":[0.9713029,0.0003092096,0.0001159307,0.0001284622,0.00007099064,0.00001157001,0.000004563679,0.000006622888,0.02804971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8886463,"threshold_uncertainty_score":0.9938428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04813584399597808,"score_gpt":0.3429813417349646,"score_spread":0.2948454977389865,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}